The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-13"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "108536882 (up from 108188977 yesterday: 0.32 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2393751 (up from 2383000 yesterday: 0.45 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 9765290

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 27575344 83321 0.30 2558528 484248 3361 0.70 1.76
India 10904940 12194 0.11 250407 155642 92 0.06 1.43
Brazil 9809754 44299 0.45 993500 238532 1043 0.44 2.43
United Kingdom 4038929 13355 0.33 411183 117128 621 0.53 2.90
Russia 4012538 14640 0.37 354091 78403 492 0.63 1.95
France 3467051 422 0.01 373432 80955 1 0.00 2.33
Spain 3056035 0 0.00 556475 64747 0 0.00 2.12
Italy 2710819 13523 0.50 255634 93356 311 0.33 3.44
Turkey 2579896 7706 0.30 155568 27377 93 0.34 1.06
Germany 2336906 6484 0.28 199215 64990 219 0.34 2.78
Colombia 2190116 4947 0.23 187147 57425 229 0.40 2.62
Argentina 2021553 6057 0.30 159361 50188 159 0.32 2.48
Mexico 1988695 9741 0.49 236348 173771 1214 0.70 8.74
Poland 1583621 6585 0.42 112742 40709 285 0.71 2.57
Iran 1510873 7120 0.47 143841 58883 74 0.13 3.90
South Africa 1490063 2382 0.16 85224 47821 151 0.32 3.21
Ukraine 1313209 5403 0.41 85486 25578 121 0.48 1.95
Peru 1220748 8439 0.70 137841 43255 210 0.49 3.54
Indonesia 1210703 8844 0.74 233229 32936 280 0.86 2.72
Czechia 1082849 8883 0.83 149488 18058 156 0.87 1.67
Netherlands 1040070 4229 0.41 82857 14913 66 0.44 1.43
Canada 828408 3797 0.46 81046 21238 70 0.33 2.56
Portugal 784079 2856 0.37 159610 15183 149 0.99 1.94
Chile 772396 3925 0.51 77749 19443 98 0.51 2.52
Romania 760091 2415 0.32 50897 19325 48 0.25 2.54
Belgium 737115 1895 0.26 45261 21634 35 0.16 2.93
Israel 721846 3100 0.43 127885 5351 47 0.89 0.74
Iraq 641628 2190 0.34 28758 13164 7 0.05 2.05
Sweden 608411 0 0.00 61245 12428 0 0.00 2.04
Pakistan 563029 1404 0.25 30617 12307 31 0.25 2.19
Philippines 547255 1955 0.36 35576 11507 12 0.10 2.10
Switzerland 540727 0 0.00 31448 9755 8 0.08 1.80
Bangladesh 540266 291 0.05 8940 8266 13 0.16 1.53
Morocco 478135 479 0.10 12366 8460 10 0.12 1.77
Austria 432303 1433 0.33 28791 8195 25 0.31 1.90
Serbia 419493 1622 0.39 37208 4214 15 0.36 1.00
Japan 414803 1362 0.33 52875 6928 65 0.95 1.67
Hungary 385755 2020 0.53 27438 13636 93 0.69 3.53
Saudi Arabia 372410 337 0.09 6225 6429 5 0.08 1.73
United Arab Emirates 345605 2631 0.77 71229 1001 15 1.52 0.29
Jordan 344803 1240 0.36 25284 4444 11 0.25 1.29
Lebanon 336999 2906 0.87 60412 3961 46 1.17 1.18
Panama 331692 707 0.21 21841 5621 26 0.46 1.69
Slovakia 276234 2330 0.85 41663 5812 79 1.38 2.10
Nepal 272614 57 0.02 3434 2054 0 0.00 0.75
Belarus 267029 1745 0.66 31170 1840 10 0.55 0.69
Ecuador 265527 2010 0.76 27295 15269 49 0.32 5.75
Georgia 265200 535 0.20 12228 3343 7 0.21 1.26
Malaysia 261805 3499 1.35 81350 958 5 0.52 0.37
Kazakhstan 250399 837 0.34 26004 3135 0 0.00 1.25
Croatia 237459 379 0.16 8891 5299 17 0.32 2.23
Bolivia 236036 938 0.40 36047 11155 48 0.43 4.73
Azerbaijan 231995 155 0.07 3307 3178 5 0.16 1.37
Bulgaria 229516 506 0.22 14820 9608 14 0.15 4.19
Dominican Republic 228895 1131 0.50 26388 2932 15 0.51 1.28
Tunisia 222504 1049 0.47 27190 7508 47 0.63 3.37
Ireland 208796 1076 0.52 22612 3931 66 1.71 1.88
Denmark 204754 274 0.13 10155 2285 4 0.18 1.12
Costa Rica 199187 0 0.00 9879 2714 0 0.00 1.36
Lithuania 187991 0 0.00 12062 2988 0 0.00 1.59
Slovenia 179148 1015 0.57 21855 3705 13 0.35 2.07
Kuwait 176903 851 0.48 16002 998 6 0.60 0.56
Egypt 173202 600 0.35 12059 9935 36 0.36 5.74
Greece 171466 1222 0.72 19820 6103 26 0.43 3.56
Moldova 169805 979 0.58 13868 3640 14 0.39 2.14
Armenia 169022 192 0.11 3113 3140 2 0.06 1.86
Guatemala 167071 788 0.47 13181 6094 37 0.61 3.65
West Bank and Gaza 166800 600 0.36 11794 1930 12 0.63 1.16
Honduras 159788 764 0.48 19550 3857 9 0.23 2.41
Qatar 156804 453 0.29 8032 255 1 0.39 0.16
Ethiopia 145704 156 0.11 12406 2181 4 0.18 1.50
Nigeria 145664 1143 0.79 25062 1747 13 0.75 1.20
Paraguay 143443 845 0.59 16362 2920 16 0.55 2.04
Burma 141585 42 0.03 4487 3188 0 0.00 2.25
Oman 136622 0 0.00 4136 1539 0 0.00 1.13
Venezuela 132743 484 0.37 9498 1273 6 0.47 0.96
Libya 126881 0 0.00 14341 2014 0 0.00 1.59
Bosnia and Herzegovina 125402 0 0.00 5982 4881 0 0.00 3.89
Bahrain 112102 790 0.71 12646 398 3 0.76 0.36
Algeria 110513 210 0.19 5144 2935 3 0.10 2.66
Kenya 102792 179 0.17 2894 1795 1 0.06 1.75
China 100578 19 0.02 1531 4829 1 0.02 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3480228 8917 0.26 312200 46874 408 0.88 1.35 88079.78 1186.32 1 in 11
Texas 2560393 5551 0.22 317920 41149 248 0.61 1.61 88301.96 1419.13 1 in 11
Florida 1821937 7515 0.41 182023 28683 118 0.41 1.57 84829.10 1335.48 1 in 12
New York 1531540 8755 0.57 208228 45751 154 0.34 2.99 78728.00 2351.81 1 in 13
Illinois 1160523 2092 0.18 61996 22087 60 0.27 1.90 91582.97 1743.00 1 in 11
Georgia 962808 3823 0.40 100650 15850 142 0.90 1.65 90681.89 1492.83 1 in 11
Ohio 937541 2799 0.30 77700 16340 1204 7.95 1.74 80206.43 1397.88 1 in 12
Pennsylvania 894660 3525 0.40 91075 23043 95 0.41 2.58 69884.45 1799.95 1 in 14
North Carolina 818724 4130 0.51 106008 10453 77 0.74 1.28 78062.30 996.65 1 in 13
Arizona 795323 1791 0.23 79966 14948 114 0.77 1.88 104443.10 1963.00 1 in 10
Tennessee 756071 1792 0.24 50195 10902 9 0.08 1.44 110647.12 1595.45 1 in 9
New Jersey 743819 3757 0.51 86283 22440 47 0.21 3.02 83742.75 2526.40 1 in 12
Indiana 647657 1232 0.19 39138 12149 32 0.26 1.88 96202.60 1804.61 1 in 10
Michigan 628956 944 0.15 32210 16119 92 0.57 2.56 62978.37 1614.02 1 in 16
Wisconsin 606651 866 0.14 26648 6744 10 0.15 1.11 104191.99 1158.28 1 in 10
Massachusetts 555895 2083 0.38 59802 15424 66 0.43 2.77 79990.61 2219.44 1 in 13
Virginia 547424 3215 0.59 78769 6996 30 0.43 1.28 64134.82 819.63 1 in 16
Missouri 486848 679 0.14 25040 7766 30 0.39 1.60 79324.43 1265.35 1 in 13
South Carolina 483140 2983 0.62 69351 7911 17 0.22 1.64 93837.02 1536.50 1 in 11
Alabama 479856 1189 0.25 40414 9242 62 0.68 1.93 97866.18 1884.90 1 in 10
Minnesota 472791 940 0.20 18983 6437 7 0.11 1.36 83833.66 1141.39 1 in 12
Louisiana 418585 0 0.00 38330 9276 0 0.00 2.22 90041.63 1995.36 1 in 11
Colorado 412983 1209 0.29 28017 5814 24 0.41 1.41 71714.17 1009.60 1 in 14
Oklahoma 412276 1458 0.35 42127 3994 35 0.88 0.97 104189.80 1009.36 1 in 10
Kentucky 387090 764 0.20 42523 4272 19 0.45 1.10 86642.42 956.20 1 in 12
Maryland 370136 1159 0.31 30829 7536 33 0.44 2.04 61223.22 1246.51 1 in 16
Utah 360584 943 0.26 25695 1790 5 0.28 0.50 112473.09 558.34 1 in 9
Iowa 329039 474 0.14 16417 5236 13 0.25 1.59 104288.97 1659.55 1 in 10
Washington 328047 880 0.27 27849 4675 0 0.00 1.43 43079.66 613.93 1 in 23
Arkansas 312562 954 0.31 29567 5252 40 0.77 1.68 103571.94 1740.33 1 in 10
Kansas 288475 0 0.00 19567 4329 0 0.00 1.50 99019.54 1485.94 1 in 10
Nevada 287836 813 0.28 18123 4694 31 0.66 1.63 93448.51 1523.95 1 in 11
Mississippi 286343 695 0.24 23320 6461 32 0.50 2.26 96212.59 2170.93 1 in 10
Connecticut 267337 0 0.00 29522 7381 0 0.00 2.76 74983.30 2070.24 1 in 13
Nebraska 197027 1542 0.79 10173 2002 0 0.00 1.02 101853.90 1034.94 1 in 10
New Mexico 180289 565 0.31 11710 3516 14 0.40 1.95 85981.74 1676.82 1 in 12
Idaho 167483 258 0.15 8158 1803 7 0.39 1.08 93458.11 1006.10 1 in 11
Oregon 150034 458 0.31 12434 2137 43 2.05 1.42 35572.16 506.67 1 in 28
West Virginia 127282 395 0.31 12530 2201 1 0.05 1.73 71220.78 1231.57 1 in 14
Rhode Island 120821 0 0.00 11086 2290 0 0.00 1.90 114050.83 2161.68 1 in 9
South Dakota 110205 137 0.12 3242 1838 7 0.38 1.67 124573.42 2077.64 1 in 8
North Dakota 98551 85 0.09 1831 1461 0 0.00 1.48 129321.50 1917.17 1 in 8
Puerto Rico 97313 389 0.40 7240 1915 8 0.42 1.97 30470.36 599.62 1 in 33
Montana 97297 234 0.24 5887 1327 3 0.23 1.36 91035.74 1241.60 1 in 11
Delaware 82672 409 0.50 8757 1282 13 1.02 1.55 84899.42 1316.54 1 in 12
New Hampshire 70505 433 0.62 8929 1130 4 0.36 1.60 51852.93 831.06 1 in 19
Alaska 56405 0 0.00 3255 282 0 0.00 0.50 77103.94 385.49 1 in 13
Wyoming 53086 0 0.00 2503 647 0 0.00 1.22 91723.84 1117.91 1 in 11
Maine 42425 160 0.38 5827 647 4 0.62 1.53 31561.24 481.32 1 in 32
District of Columbia 38796 126 0.33 3719 979 3 0.31 2.52 54971.39 1387.18 1 in 18
Hawaii 27015 57 0.21 1779 424 0 0.00 1.57 19080.11 299.46 1 in 52
Vermont 13561 146 1.09 2653 189 0 0.00 1.39 21732.75 302.89 1 in 46

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 45411637 3480228 7.66 5441518 312200 5.74 1149306.1
2 Texas 18700767 2560393 13.69 2295140 317920 13.85 644945.6
3 Florida 20447964 1821937 8.91 2152318 182023 8.46 952053.9
4 New York 34802244 1531540 4.40 4509187 208228 4.62 1788990.9
5 Illinois 17106909 1160523 6.78 1787215 61996 3.47 1349996.1
6 Georgia 6828948 962808 14.10 654478 100650 15.38 643183.2
7 Ohio 9559780 937541 9.81 821223 77700 9.46 817837.1
8 Pennsylvania 9799882 894660 9.13 5453015 91075 1.67 765496.8
9 North Carolina 9671279 818724 8.47 1208717 106008 8.77 922120.7
10 Arizona 3616726 795323 21.99 287531 79966 27.81 474954.3
11 Tennessee 6711555 756071 11.27 448614 50195 11.19 982201.7
12 New Jersey 10077534 743819 7.38 1024319 86283 8.42 1134577.6
13 Indiana 7516729 647657 8.62 815252 39138 4.80 1116530.7
14 Michigan 9839545 628956 6.39 753436 32210 4.28 985249.4
15 Wisconsin 6479789 606651 9.36 512528 26648 5.20 1112900.4
16 Massachusetts 14837659 555895 3.75 1971062 59802 3.03 2135067.6
17 Virginia 5583255 547424 9.80 605284 78769 13.01 654120.2
18 Missouri 4321174 486848 11.27 289616 25040 8.65 704069.2
19 South Carolina 4631748 483140 10.43 687630 69351 10.09 899593.2
20 Alabama 2225016 479856 21.57 146528 40414 27.58 453789.9
21 Minnesota 6563488 472791 7.20 539316 18983 3.52 1163814.9
22 Louisiana 5306282 418585 7.89 530330 38330 7.23 1141431.9
23 Colorado 5829955 412983 7.08 608790 28017 4.60 1012367.1
24 Oklahoma 3369881 412276 12.23 309018 42127 13.63 851631.5
25 Kentucky 3758264 387090 10.30 255200 42523 16.66 841212.9
26 Maryland 7429742 370136 4.98 751487 30829 4.10 1228934.1
27 Utah 2732808 360584 13.19 213839 25695 12.02 852415.4
28 Iowa 1279333 329039 25.72 46870 16417 35.03 405484.8
29 Washington 4866993 328047 6.74 517214 27849 5.38 639141.3
30 Arkansas 2578512 312562 12.12 239991 29567 12.32 854427.3
31 Kansas 1217589 288475 23.69 80178 19567 24.40 417939.5
32 Nevada 2604210 287836 11.05 194483 18123 9.32 845479.9
33 Mississippi 1646980 286343 17.39 127842 23320 18.24 553393.0
34 Connecticut 6214545 267337 4.30 760931 29522 3.88 1743070.1
35 Nebraska 2247248 197027 8.77 248810 10173 4.09 1161723.9
36 New Mexico 2535285 180289 7.11 303045 11710 3.86 1209104.3
37 Idaho 621427 167483 26.95 33600 8158 24.28 346765.9
38 Oregon 3384703 150034 4.43 340911 12434 3.65 802492.7
39 West Virginia 2078952 127282 6.12 225149 12530 5.57 1163279.8
40 Rhode Island 2736973 120821 4.41 373842 11086 2.97 2583607.5
41 South Dakota 412848 110205 26.69 16428 3242 19.73 466674.7
42 North Dakota 1377365 98551 7.16 53367 1831 3.43 1807418.6
44 Montana 1020777 97297 9.53 114024 5887 5.16 955088.0
45 Delaware 1309388 82672 6.31 141391 8757 6.19 1344666.7
46 New Hampshire 1355252 70505 5.20 157305 8929 5.68 996720.6
47 Alaska 1584548 56405 3.56 138034 3255 2.36 2166029.4
48 Wyoming 604578 53086 8.78 30710 2503 8.15 1044611.0
49 Maine 1496938 42425 2.83 187924 5827 3.10 1113617.5
50 District of Columbia 1163922 38796 3.33 120810 3719 3.08 1649201.1
51 Hawaii 1029156 27015 2.62 92706 1779 1.92 726870.8
52 Vermont 958666 13561 1.41 117415 2653 2.26 1536350.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6080774 561091 2277 0.41 9.23 3574 365 49151 27760 4.95
Veneto 4556738 320960 689 0.22 7.04 942 111 24929 9489 2.96
Campania 2649897 241313 1751 0.73 9.11 1356 104 68084 3999 1.66
Emilia-Romagna 3420148 234419 1488 0.64 6.85 1889 171 38578 10085 4.30
Piemonte 2298777 232857 749 0.32 10.13 1889 141 12267 9125 3.92
Lazio 3682326 218496 1060 0.49 5.93 2121 256 40622 5461 2.50
Sicilia 2095696 145265 543 0.38 6.93 1043 168 34970 3824 2.63
Toscana 2441931 142650 764 0.54 5.84 685 129 11899 4414 3.09
Puglia 1428130 134424 945 0.71 9.41 1384 164 41522 3582 2.66
Liguria 939440 73541 300 0.41 7.83 561 56 4830 3507 4.77
Friuli Venezia Giulia 1240999 71932 357 0.50 5.80 425 60 10021 2682 3.73
Marche 752690 60453 405 0.67 8.03 542 75 8079 2096 3.47
P.A. Bolzano 603277 48177 611 1.28 7.99 244 37 8411 935 1.94
Abruzzo 821085 47549 508 1.08 5.79 548 51 11433 1558 3.28
Umbria 725122 40667 346 0.86 5.61 448 83 8082 894 2.20
Sardegna 658208 40124 87 0.22 6.10 333 28 14025 1059 2.64
Calabria 551577 35285 237 0.68 6.40 217 22 6717 642 1.82
P.A. Trento 565928 30164 249 0.83 5.33 156 26 2713 1176 3.90
Basilicata 228077 14177 84 0.60 6.22 64 5 3396 350 2.47
Molise 148581 9371 73 0.79 6.31 66 8 1543 306 3.27
Valle d’Aosta 73538 7904 9 0.11 10.75 13 2 141 412 5.21

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 289924 2051 0.71 6660 23 0.35 2.30 19706.87 452.70 1 in 51
Quebec 275880 1049 0.38 10201 28 0.28 3.70 32313.25 1194.82 1 in 31
Alberta 128540 305 0.24 1775 15 0.85 1.38 29126.61 402.21 1 in 34
British Columbia 72750 0 0.00 1288 0 0.00 1.77 14234.24 252.01 1 in 70
Manitoba 30687 99 0.32 866 0 0.00 2.82 22277.04 628.67 1 in 45
Saskatchewan 26389 244 0.93 354 4 1.14 1.34 22332.03 299.58 1 in 45
Nova Scotia 1592 2 0.13 65 0 0.00 4.08 1628.72 66.50 1 in 614
New Brunswick 1398 16 1.16 22 0 0.00 1.57 1792.32 28.21 1 in 558
Newfoundland and Labrador 686 26 3.94 4 0 0.00 0.58 1315.78 7.67 1 in 760
Nunavut 308 5 1.65 1 0 0.00 0.32 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 71 0 0.00 1 0 0.00 1.41 1728.42 24.34 1 in 579
Northwest Territories 43 0 0.00 0 0 NaN 0.00 957.60 0.00 1 in 1044
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 84276.72 1479.98 1 in 12
India 8144.09 116.24 1 in 123
Brazil 46869.35 1139.67 1 in 21
United Kingdom 60790.62 1762.91 1 in 16
Russia 27768.43 542.58 1 in 36
France 51754.75 1208.46 1 in 19
Spain 65495.82 1387.63 1 in 15
Italy 44821.74 1543.58 1 in 22
Turkey 31925.45 338.78 1 in 31
Germany 28226.91 785.00 1 in 35
Colombia 44632.48 1170.27 1 in 22
Argentina 45664.17 1133.68 1 in 22
Mexico 15392.38 1344.98 1 in 65
Poland 41696.18 1071.85 1 in 24
Iran 18615.98 725.52 1 in 54
South Africa 26270.50 843.11 1 in 38
Ukraine NA NA 1 in NA
Peru 37946.78 1344.58 1 in 26
Indonesia 4586.00 124.76 1 in 218
Czechia 101675.96 1695.59 1 in 10

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1164880 18993 1.63
Maricopa Arizona 497074 8478 1.71
Cook Illinois 465341 9120 1.96
Miami-Dade Florida 392842 5141 1.31
Harris Texas 335673 4735 1.41
Riverside California 285414 3524 1.23
San Bernardino California 281604 2352 0.84
Dallas Texas 273540 3165 1.16
Orange California 256510 3544 1.38
San Diego California 251682 3009 1.20
Tarrant Texas 234246 2625 1.12
Clark Nevada 221949 3625 1.63
Queens New York 193517 8438 4.36
Kings New York 191753 8728 4.55
Bexar Texas 187746 2670 1.42
Broward Florida 184110 2239 1.22
Suffolk New York 153327 2944 1.92
Nassau New York 138784 2806 2.02
Salt Lake Utah 135052 716 0.53
Bronx New York 131508 5625 4.28
El Paso Texas 119148 2244 1.88
Philadelphia Pennsylvania 114308 3009 2.63
Palm Beach Florida 114083 2322 2.04
Orange Florida 109087 1015 0.93
Franklin Ohio 108800 1163 1.07
Middlesex Massachusetts 107316 3295 3.07
Santa Clara California 107110 1661 1.55
Pima Arizona 106543 2072 1.94
Hillsborough Florida 106060 1395 1.32
Milwaukee Wisconsin 105571 1224 1.16
Westchester New York 101015 2015 1.99
Kern California 100025 687 0.69
Wayne Michigan 99289 4083 4.11
Hennepin Minnesota 98122 1565 1.59
New York New York 93885 3738 3.98
Fresno California 92520 1291 1.40
Cuyahoga Ohio 92500 1626 1.76
Mecklenburg North Carolina 92441 812 0.88
Sacramento California 90252 1372 1.52
Marion Indiana 89036 1605 1.80
Gwinnett Georgia 88324 867 0.98
Utah Utah 87586 306 0.35
St. Louis Missouri 86374 1851 2.14
Duval Florida 86024 1016 1.18
Shelby Tennessee 84642 1425 1.68
Fulton Georgia 81670 1049 1.28
King Washington 81541 1311 1.61
Essex Massachusetts 80899 2075 2.56
Collin Texas 79681 677 0.85
Davidson Tennessee 78756 808 1.03
Providence Rhode Island 78666 1674 2.13
Oklahoma Oklahoma 78642 657 0.84
Alameda California 78285 1120 1.43
Fairfield Connecticut 76511 1986 2.60
Ventura California 75210 732 0.97
Suffolk Massachusetts 75190 1642 2.18
DuPage Illinois 74742 1153 1.54
Travis Texas 73538 799 1.09
Allegheny Pennsylvania 73005 1643 2.25
Oakland Michigan 72810 1953 2.68
Bergen New Jersey 72165 2553 3.54
Hidalgo Texas 70992 2549 3.59
Wake North Carolina 70940 503 0.71
Hamilton Ohio 70822 909 1.28
Prince George’s Maryland 70818 1283 1.81
Jefferson Kentucky 69988 760 1.09
Essex New Jersey 69458 2601 3.74
Jefferson Alabama 69364 1298 1.87
Middlesex New Jersey 68574 2025 2.95
Tulsa Oklahoma 68417 648 0.95
New Haven Connecticut 67586 1859 2.75
Hartford Connecticut 67328 2223 3.30
Cobb Georgia 66498 833 1.25
Hudson New Jersey 65058 1942 2.99
San Joaquin California 64969 992 1.53
Fairfax Virginia 63545 828 1.30
Will Illinois 63270 869 1.37
Pinellas Florida 63023 1371 2.18
Worcester Massachusetts 62814 1942 3.09
Douglas Nebraska 62747 603 0.96
Montgomery Maryland 61518 1370 2.23
Erie New York 61385 1539 2.51
Greenville South Carolina 60548 796 1.31
Contra Costa California 60365 620 1.03
Denton Texas 60167 590 0.98
Lake Illinois 57913 899 1.55
Denver Colorado 57707 750 1.30
Macomb Michigan 57395 1930 3.36
Lee Florida 55346 854 1.54
Fort Bend Texas 55272 529 0.96
Ocean New Jersey 54677 1759 3.22
DeKalb Georgia 54377 736 1.35
Passaic New Jersey 54286 1641 3.02
Polk Florida 54235 1056 1.95
Stanislaus California 54025 899 1.66
Union New Jersey 53869 1715 3.18
Bristol Massachusetts 53678 1432 2.67
Richmond New York 53112 1512 2.85
Monmouth New Jersey 52951 1341 2.53
Sedgwick Kansas 52423 630 1.20

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc